{"id":"W4400205304","doi":"10.1530/eor-23-0215","title":"Personalized total knee arthroplasty in patients with extra-articular deformities","year":2024,"lang":"en","type":"review","venue":"EFORT Open Reviews","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Maisonneuve-Rosemont","funders":"","keywords":"Medicine; Deformity; Soft tissue; Arthroplasty; Knee Joint; Biomechanics; Surgery; Implant; Osteotomy; Orthodontics; Anatomy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001573269,0.0003670517,0.0004705494,0.0004475208,0.0004160871,0.0004510784,0.0001965314,0.0005619242,0.002637462],"category_scores_gemma":[0.0007365106,0.0001362798,0.000507011,0.0004905816,0.0002962642,0.000387389,0.0005222691,0.0005402569,0.0004534421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001760461,"about_ca_system_score_gemma":0.0003116496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003438837,"about_ca_topic_score_gemma":0.000750511,"domain_scores_codex":[0.9998087,0.00003214978,0.00002718439,0.0000326204,0.00005213003,0.00004727592],"domain_scores_gemma":[0.9997998,0.00003713146,0.00007932498,0.00001691189,0.00001178056,0.00005506646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009238714,0.0004450525,0.5086348,0.000861805,0.0003387496,0.1458486,0.001027535,0.001793097,0.01889847,0.001941302,0.006329397,0.3129573],"study_design_scores_gemma":[0.0001283288,0.001097536,0.3023428,0.0003410576,0.0002445427,0.6698209,0.0009030162,0.001902356,0.002771314,0.003082502,0.01728901,0.00007663634],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9658481,0.01500379,0.006313617,0.001239775,0.000175839,0.0000837994,0.0002148585,0.0001549813,0.01096532],"genre_scores_gemma":[0.9936144,0.002670678,0.001638764,0.000363274,0.0001628495,0.00002155726,0.0002472494,0.00001539845,0.001265685],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.002637462,"threshold_uncertainty_score":0.008823216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04662129664924673,"score_gpt":0.3356526536814376,"score_spread":0.2890313570321908,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}